All research cases
HOST–MICROBE BIOLOGY / EXECUTED COMPUTATIONPUBLIC CASE / HOST-MICROBE

A comparison you can recompute.

How do ten prespecified transcripts compare descriptively between F. nucleatum-exposed and medium-control HT-29 samples in GSE90944?

Source experimentGSE90944 · 2017
Submitted samples3 control / 3 exposed
Prespecified display10 genes / 60 counts
Predome workComputational reproduction
THE RESEARCH QUESTION

What changes in
this selected view?

The original investigators exposed HT-29 colorectal cancer cells to F. nucleatum and submitted processed RNA-seq gene-count tables. Predome re-reads those tables, checks the six complete library denominators and computes a small, source-linked descriptive comparison.

This case asks about the displayed transcript counts. It does not test chemotherapy response, patient outcomes, protein function or a causal mechanism.

Inspect the official GEO record
THE COMPUTATIONAL WALKTHROUGH

Watch the checks.
Read the limits.

A 25-second visualization of the saved calculation outputs. The source checks, sample values and result fingerprint can all be inspected below.

Code-rendered saved outputs · not a live run, screen recording or wet-lab footage.
ACTUAL OUTPUT / SAMPLE-LEVEL DATA

Keep the individual points.

ULK1: sample-level counts per millionEach point is a submitted sample. Horizontal dashed segments show arithmetic group means, not confidence intervals. These samples are not established independent biological replicates.0265379105CPM / LIBRARY-SIZE ADJUSTEDNC1NC2NC3Fn1Fn2Fn3Medium controlF. nucleatum exposure

Dots: submitted samples. Dashed lines: arithmetic means. No confidence interval or significance test is shown.

ULK1 / DESCRIPTIVE CPM
Control mean
55.02
Exposed mean
76.60
Ratio of group means
1.392×
Log₂ ratio
0.477

CPM = count ÷ all assigned gene counts × 1,000,000. The ratio uses the two arithmetic group means, without a pseudocount.

ULK1: source counts and derived CPM
SampleGroupSource countLibrary denominatorCPM
NC1GSM2417930Medium control1,02218,618,71154.891
NC2GSM2417931Medium control94917,041,89955.686
NC3GSM2417932Medium control88716,278,51254.489
Fn1GSM2417927F. nucleatum91815,330,31359.881
Fn2GSM2417928F. nucleatum1,48818,457,23880.619
Fn3GSM2417929F. nucleatum1,39615,633,74489.294
COMPUTATIONAL EXECUTION RECORD

Inputs. Checks. Outputs.

Script completed

These are actual stages of the published Python run. They use deterministic code; no language model was called.

deterministic Python / completed

Source verification

Started
2026-11-02 06:00:05 UTC
Elapsed
147.035 ms
{
  "archive_sha256": "e4c78d89055b94cf18730e098aa8326ad5a7ae8468b0bb3392102d4085eb1459",
  "tables": 6,
  "table_rows": {
    "GSM2417927": 56643,
    "GSM2417928": 56643,
    "GSM2417929": 56643,
    "GSM2417930": 56643,
    "GSM2417931": 56643,
    "GSM2417932": 56643
  },
  "source_date": "2017",
  "source_kind": "submitter-provided processed HTSeq counts; not FASTQ"
}
Published run: 2026-11-02 06:00:05 UTCSource experiment: 2017 · not a new wet-lab run
WHAT THE RESULT SUPPORTS

A descriptive observation.
A bounded conclusion.

Transcript abundance differences in this selected public-data subset are descriptive. They do not establish autophagic activity, a causal mechanism, chemotherapy resistance or clinical efficacy.

The ten genes were chosen for display before this computation. They are not a discovered signature or an unbiased genome-wide screen.

Alternative explanations and missing evidence

  • Independent biological replication is not established by the submitted metadata.
  • Library-size adjustment does not remove batch or composition effects.
  • RNA abundance is not a direct measure of protein activity or autophagic flux.
  • The displayed subset contains no chemotherapy arm, viability assay or patient response.

Proposed next verification · not executed

  • Review sample independence and batch metadata.
  • Repeat a prespecified analysis on an independent dataset.
  • Use an appropriate experimental assay before claiming protein function or drug response.
METHODS & SOURCE FILES

Take the record with you.

Download the original processed-count archive, source metadata and an offline reproduction script. Timestamps will change on a new run; the calculation-result fingerprint should remain the same.

Original archive SHA-256
e4c78d89055b94cf…2d4085eb1459
Calculation result SHA-256
2275357f2ef27fcb…7b2c12852ee1

A file fingerprint checks content consistency. It is not independent proof of creation time or scientific truth.

FROM A CASE TO A PROJECT

Bring a question.
Define a useful next check.

Start with a bounded computational or forecasting task and a clear route to verification.

Explore collaboration process